1.0 Introduction
2.0 Analyses
2.1 Analysis of Time of incidents
2.2 Types of Offenses
2.3 Distribution of Race of Officers and Offenders
2.4 Gender Distribution of Officers and Offenders
2.5 Relationship between Officer's experience and their violence
2.6 Types of Arrested offenders
2.7 Variation of Race of Offenders in Texas
2.8 Incident reasons in Texas
2.9 Variation of incidents in Year 2016 in Texas
3.0 Conclusion
4.0 References
The data set that I am using is taken from https://www.kaggle.com/center-for-policing-equity/data-science-for-good. Name of the csv file is 37-00049_UOF-P_2016_prepped.csv.
Dataset includes time of the incident.Below is the graph that shows top 30 incident times.
As seen in the graph, most incidents were occurred at night time.
As I mentioned in my first Coursework, list of the 6 most common offenses occurred:
| SUBJECT_OFFENSE | Count |
|---|---|
| APOWW | 351 |
| No Arrest | 305 |
| Public Intoxication | 181 |
| Warrant/Hold | 110 |
| Assault/FV | 92 |
| Assault/Public Servant | 47 |
As I observed in my first coursework, officers and offenders had different race types.
In incidents White officers were more than other races where in case of Offenders Black was the most common race type.
As I covered in my first coursework, following is the comparison of Genders in Officers and offenders:
Male Officers/Offenders were way more than Female Officers/Offenders.It looks like Female Offenders were more than Female Officers.
Total applied force is the count of number of forces Officers used in incident( 0-10). So,is there any relationship between experience of officers and their violence? I have generated graph which will answer this question.
As graph shows that Officers working for more years used less number of forces. So it can be concluded that officers having less experience are usually more violent than the experienced officers in incidents.
Following are types of descriptions of offenders in arrests:
As bar chart depicts, most times in arrests offender was either mentally unstable or on Alcohol or unknown drugs.
## Assuming "long" and "lat" are longitude and latitude, respectively
As map shows,Black offenders were included in incidents more in South Texas where as White offenders were more in North part of Texas.
Following map shows incident reasons in Texas
## Assuming "long" and "lat" are longitude and latitude, respectively
As it is seen, most common reasons for incidents were Arrest and Service call and they are scattered all over Dallas in Texas
Below is the incidents count occurred all over year 2016.
In 2016, incidents were less at end of the year compared with start or mid year.
Dataset: https://www.kaggle.com/center-for-policing-equity/data-science-for-good.
CSV File : 37-00049_UOF-P_2016_prepped.csv
2.2. Types of Offenses : MA304 - Coursework 1 , Author- Sayali Kambli
2.3. Distribution of Race of Officers and Offenders : MA304 - Coursework 1 , Author- Sayali Kambli
2.4. Gender Distribution of Officers and Offenders : MA304 - Coursework 1 , Author- Sayali Kambli